AiverseWorld logo

AiverseWorld

Compare

Singularity XDR AI vs Grafana AI

A direct comparison using the real catalog fields currently available for both products.

Last updated

Singularity XDR AI favicon

Singularity XDR AI

SentinelOne

Grafana AI favicon

Grafana AI

Grafana Labs

Overview
Rating
4.71,900 reviewsTop rated
4.635,000 reviews
Category
Developer Tools
Developer Tools
Subcategory
AI Cybersecurity
AI Observability and Monitoring Platform
Company
SentinelOne
Grafana Labs
Status
Active
Active
Launch year
2013
2023
Tags
cybersecurityEDRXDRautonomous AIthreat huntingendpoint protectioncloud security
observabilityaimetricslogstracesopen-source
Pricing
Starting price
FreeBest value
Free
Pricing model
Subscription
Open Source
Free plan
No
Yes
Free trial
✓
✕
Pricing notes

Custom enterprise; Singularity platform modular pricing

Open source self-hosted free. Grafana Cloud free tier (limited). Enterprise from $299/month. Custom enterprise available.

Capabilities
Best for

Enterprise security teams wanting autonomous AI-powered EDR/XDR with natural language threat hunting.

Open source observability with AI query assistanceAnomaly detection for infrastructure metricsLGTM stack self-hosted observabilityAI-assisted incident responseMetrics, logs, and traces in one platform
Target audience
Security operations teamsCISOsThreat huntersEnterprise IT securityMSSPs
Platform and DevOps engineersSREs and reliability engineersObservability platform architectsDevelopers building cloud-native applicationsOperations and infrastructure teams
AI type
Generative AIAutonomous MLAnomaly DetectionNLP
LLM Assistant
Modalities
TextData
DataText
Technical
Model provider
Proprietary
OpenAIGrafana
Model names
Purple AISingularity AI
—
API available
✓
✓
Open source
✕
✓
Deployment
Cloud
Open SourceSaaSSelf-hosted
Platforms
WebWindowsmacOSLinuxiOSAndroid
WebCLIAPI
Integrations
SplunkMicrosoft SentinelServiceNowOktaAWSAzureGoogle Cloud
PrometheusDatadogCloudWatchElasticsearchKubernetes300+ pluginsAPI
Team collaboration
✓
✓
Trust & security
Security
FedRAMP HighSOC 2 Type IIISO 27001GDPRCCPA

Grafana Labs SOC 2 Type II. ISO 27001. GDPR compliant. Enterprise data handling agreements. Self-hosted maintains all data on customer infrastructure.

Privacy notes

FedRAMP High authorized; data residency options; strict enterprise controls

Self-hosted Grafana keeps all telemetry data on customer infrastructure. Grafana Cloud processes metrics, logs, and trace data on Grafana Labs managed infrastructure.

Verdict
Pros
  • Purple AI NL threat hunting best in class
  • Storyline autonomous investigation unique
  • 1-click remediation saves hours
  • FedRAMP High
  • 20 million users validate Grafana as the observability industry standard across technology organisations
  • Open source self-hosting provides cost-effective observability for high-volume telemetry without per-GB pricing
  • AI query generation makes PromQL and LogQL accessible to developers unfamiliar with query syntax
  • LGTM stack competes on cost with Datadog and New Relic for the same observability capabilities
Cons
  • Less brand recognition than CrowdStrike
  • Data Lake expensive at scale
  • Smaller integration ecosystem
  • Query language complexity remains a barrier even with AI assistance for complex queries
  • Self-hosted requires infrastructure expertise — Grafana Cloud managed service addresses this at higher cost
  • Competing with Datadog (covered), New Relic, and Dynatrace for observability market share

Advertisement

Singularity XDR AI best for

Enterprise security teams wanting autonomous AI-powered EDR/XDR with natural language threat hunting.

Grafana AI best for

Open source observability with AI query assistance
Anomaly detection for infrastructure metrics
LGTM stack self-hosted observability
AI-assisted incident response
Metrics, logs, and traces in one platform

Advertisement

Advertisement

Singularity XDR AI vs Grafana AI 2026 — Side-by-Side Comparison | AiverseWorld